class: center, middle, inverse, title-slide .title[ # Class 1: Introduction to Business Forecasting ] .author[ ### Krzysztof Zaremba ] --- <style type="text/css"> .remark-slide-content { font-size: 20px; } </style> ## Who am I? - Krzysztof Zaremba -- - **Education**: PhD in Economics from Columbia University -- - **Research focus**: Applied Econometrics, Health Economics -- - **Email:** .blue[zaremba@itam.mx] -- - **Office:** In Santa Teresa Campus -- - **Office hours:** on zoom, choose timing: http://whenisgood.net/mhn9dy3 <center> <img src=QR_Code_1723494552.png width="300"> </center> --- ## Who are you? <center> <img src=qr-code.png width="500"> </center> --- ### What Is This Class About? **Forecasting** involves making predictions about future events based on historical data and relevant information --- 1. **Weather Forecasting** - Predicting hurricanes &rarr; timely reactions and preparations. <center> <img src="data:image/png;base64,#https://ral.ucar.edu/sites/default/files/public/images/features/hfip1.png" /> </center> --- 2. **Epidemic Forecasting** - Predicting disease outbreaks &rarr; effective public health responses. <center> <img src=https://www.washingtonpost.com/wp-apps/imrs.php?src=https://arc-anglerfish-washpost-prod-washpost.s3.amazonaws.com/public/RA3SMOZBVRAKREEJ7HBLLRITEI.png&w=1440 width="600"> </center> --- 3. **Criminal Activity Forecasting** - Identifying crime hot-spots &rarr; increase the number of patrols. - Identifying individuals at risk of committing crimes &rarr; sending warning letters. <center> <img src=Crime_prediction.png width="600"> </center> --- ### What Is This Class About? #### Forecasting in Business - Improve decision making - With increasing availability of data, firms rely on almost scientific methods to make decisions -- #### Applications 1. **Pricing**: Optimize pricing (Example: Health Insurance, Uber) -- 2. **Employee Churn**: Identify factors predicting employees leaving the company and implement measures to retain valuable talent (Example: EC) -- 3. **Anticipating Demand**: Adjust inventory management to minimize waste and meet customer needs effectively (Example: Meal Kits) -- 4. **Strategic Investment Decisions**: Forecast market trends to predict suitability for investments (Example: Electric Cars) -- --- ### Your turn - Get in pairs - Consider your past employment or your future employment - Think about how forecasting could solve some problems in the context of industry you are considering - (5 min) --- ### What will you learn? 1. Getting Business Information from the Data - Analyze data, evidence, and arguments to make reasoned judgments -- 2. Problem Solving and Forecasting - Formulate, evaluate, and implement statistical models for business forecasting. - Interpret the results and validate assumptions - Key technical skill very valuable on the job market! -- 3. Decision Making and Communication - Choose optimal options to achieve objectives. - Communicate findings, conclusions, and recommendations effectively to business professionals --- ### Organization - **Lectures Schedule**: - Tuesday 8:00 - 11:30 hrs. Room: RH B5 - **TA schedule**: - Weekly 1 hour lab session - timing/location to be determined - Office Hours with TAs - timing/location to be determined\ - Canvas Discussion Board - **Textbooks** - See canvas course materials and syllabus --- ### Grading - 20% 2x Midterms - 30% Final Exam - you need at east 60 to pass the class - 15% Quizzes - *Type 1 Quiz*: In-class, individual, theory + some calculations, 30 min max, one week notice, around 4-6 per semester. You can bring one page of handwritten notes. Printed or electronic notes will not be accepted. - *Type 2 Quiz*: At home, individually or in pairs, practice with data, 24h to complete, around 3-4 per semester, open book. - Lowest grade among all is dropped - 15% Final Project (In groups of 3) - 0% Homeworks --- ### Last Year Median Grades - Midterm 1: 55 - Midterm 2: 57 - Final Exam: 60 - Quiz: 81 - Final Project: 82 -- ### Pre-requisites - Mathematics III or Linear Algebra I - Statistics II or Statistical Inference --- ### Language - Class is in English -- - But your English is not evaluated -- - If you don't know a word, feel free to ask -- - Exams will be available in both languages but you have to answer in English -- - I will understand your English -- - Great occasion to learn vocabulary useful for interviews --- ### ChatGPT Policy - We are not trying to fight the technology -- - You are allowed to use ChatGPT/other language models for your advantage - You can use it for at home quizzes and final project to improve your code and writing, but... -- - Just copying and pasting the answer without understanding what's going on will not get you any points - Just copying and pasting without reading the context shows you don't care -- - Good for coding, but not for math. -- - I recommend it for learning: - Try typing in: - Why we cannot say that the confidence interval contains the true value with 95% - What the relationship between type 1 and type 2 errors - What is a p-value? --- <center> <img src=Chatgptlearning.png width="800"> </center> --- ### Integrity - Cheating is disrespectful for your study sponsors, you are not learning anything, and you risk getting kicked out - Cheating is disrespectful to your peer students, who make effort in the class - Cheating is disrespectful to the professor -- - **Cheating is easy to discover**: - Questions are usually randomized - The on screen activity in quizes is logged-on. If you leave the tab of the quiz, you get 0. - If you access the quiz in a place other than the classroom, you get 0 (unless agreed beforehand) -- - **Penalties are very strong** - I take cheating extremely seriously - When discovered cheating, I will report you to the administration. You will fail the class and have to retake it. At the second time, you are expelled. - I did report cheating in this course before. -- - If you are honest, you don't have to worry about all the above --- ### Software - R **Performing actual forecasts with data** - Widely Used: R is a popular language for data analysis and statistical computing - Open-Source: R is free! - Community Support: You can easily find plenty of tutorials and help - Data Visualization: Amazing vizualizations and ways to communicate your findings --- ### Life expectation vs GDP per Capita <div id="htmlwidget-b259d62bb117241dd65a" style="width:500px;height:450px;" class="plotly html-widget"></div> <script type="application/json" data-for="htmlwidget-b259d62bb117241dd65a">{"x":{"data":[{"x":[2013.9773049999999,5581.1809979999998,690.80557590000001,277.55185870000003,9269.6578079999999,2602.3949950000001,1107.482182,1463.249282,3820.1752299999998,6223.3674650000003,1056.3801209999999,1327.6089099999999,823.68562050000003,1044.7701259999999,1544.7501119999999,2042.0952400000001,1217.0329939999999,759.34991009999999,619.67689240000004,4797.2312670000001,469.70929810000001,1712.4721360000001,1042.581557,1271.211593,7092.9230250000001,1704.0637240000001,942.6542111,926.14106830000003,863.08846389999997,430.07069159999998,1441.2848730000001,862.54075609999995,12057.49928,882.96994380000001,641.36952359999998,706.01653699999997,3632.5577979999998,1803.151496,414.5073415,4811.0604290000001,1569.3314419999999,752.74972649999995,12569.851769999999,579.23174300000005,13206.48452,10956.991120000001,4513.4806429999999,7670.122558,986.14787920000003,12154.089749999999,2082.4815669999998,1598.4350890000001],"y":[46.859000000000002,71.337999999999994,52.947000000000003,46.462000000000003,49.338999999999999,58.555999999999997,52.517000000000003,54.109999999999999,71.164000000000001,72.301000000000002,51.542000000000002,60.021999999999998,42.082000000000001,59.442999999999998,48.328000000000003,50.43,52.295000000000002,48.302999999999997,56.866999999999997,42.731000000000002,43.487000000000002,63.061999999999998,54.466999999999999,42.384,73.923000000000002,50.651000000000003,56.006999999999998,48.158999999999999,46.241999999999997,49.579999999999998,56.728000000000002,42.567999999999998,73.951999999999998,58.420000000000002,58.039999999999999,44.741,55.322000000000003,64.164000000000001,45.677999999999997,52.905999999999999,42.591999999999999,59.448,50.728000000000002,46.387999999999998,56.734999999999999,72.801000000000002,39.613,76.441999999999993,65.152000000000001,51.579000000000001,54.790999999999997,65.528000000000006],"text":["Nigeria","Egypt","Ethiopia","Congo, Dem. 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--- ### Remarks - We will use it for practical exercises with data - You will use it for the final project - We will learn some of it together in class - TA lab sessions will further help with this - Chatgpt is your friend --- ### Introduction to Forecasting Tools will often depend on the horizon and data availability -- #### Forecasting Horizons - .blue[Very Short Horizon:] - High-Frequency Trading: Real-time price predictions for financial trading - Traffic Flow Management: Optimizing traffic signals based on real-time data -- - .blue[Short Horizon]: - Retail Store: Forecasting cashier scheduling based on historical data - Public bikes: Predict the availability of bikes at bike station and adjust the number -- - .blue[Long Horizon]: - New obesity drug: Forecasting number of potential patients and their resources - Investing in new country: Forecasting political stability --- ### Overview of Forecasting Techniques 1. Qualitative Forecasting - Based on subjective judgment and expert opinions - Suitable for unique situations or new markets - Examples: Predicting economic impacts of oil price changes or political stability in a region -- 2. Quantitative Forecasting - Uses historical data and numerical techniques - Suitable when data is available and continuity assumptions hold true - *Continuity assumption*: past trends and relationships continue in the future - When it holds? -- - Interest rates and investments - When it does not hold? -- - Covid Cases & Deaths and Vaccines --- layout: false class: inverse, middle # Methods of Quantitative Forecasting --- ## Time Series Forecasting .pull-left[ - .blue[Time series data]: collection of data points for a single unit (one firm, one person, one country) ordered chronologically. Can be one or more variables. - .blue[Time series forecasting]: identifying patterns and trends in historical data to predict future values ] .pull-right[ <div class="datatables html-widget html-fill-item" id="htmlwidget-5edee8faa71b634f82cf" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-5edee8faa71b634f82cf">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[[2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027],[9400,10342,10376,10866,11076,9753,8875,9434,9857,10145,8655,10046,null,null,null,null,null,null]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th>Year<\/th>\n <th>GDP<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":5,"searching":false,"initComplete":"function(settings, json) {\n$(this.api().table().container()).css({'font-size': '12px'});\n}","columnDefs":[{"className":"dt-right","targets":[0,1]},{"name":"Year","targets":0},{"name":"GDP","targets":1}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":["options.initComplete"],"jsHooks":[]}</script> ] -- #### In simple terms: - We don't care about what causes what - We just hope that past values of the variable and its historical behavior can predict its future values --- ## Example: Forecasting of GDP - Time series forecasting can help predict a country's Gross Domestic Product.  --- ## Explanatory Models - We have data on both the variable of interest and other variables related to it - We consider how other variables impact the outcome of interest - We use these relationships to make forecasts --- .pull-left[## Example: Sales at a new location - Should we open a new Starbucks at ITAM? - Using existing locations, analyze impact of: - Foot traffic - Neighborhood income - Competitors' stores - Given these relationships, what would be sales at ITAM? ] .pull-right[ .white[a] <div class="datatables html-widget html-fill-item" id="htmlwidget-f1c5207fdb5eff8273b7" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-f1c5207fdb5eff8273b7">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[[1,2,3,4,5,6,7,8,9,10],["123 Main St","456 Oak Ave","789 Elm Rd","321 Maple Ln","543 Birch St","876 Pine Ave","987 Cedar Rd","654 Walnut Ln","234 Spruce St","ITAM"],[100,150,80,120,200,90,180,110,140,170],[60000,75000,55000,80000,70000,60000,90000,85000,75000,65000],[2,1,3,2,1,3,2,1,2,1],[5000,6000,4500,7000,8000,5500,9000,7500,6500,null]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th>S_ID<\/th>\n <th>Address<\/th>\n <th>F_Traffic<\/th>\n <th>N_Income<\/th>\n <th>C_Stores<\/th>\n <th>Sales<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":10,"searching":false,"initComplete":"function(settings, json) {\n$(this.api().table().container()).css({'font-size': '9px'});\n}","rowCallback":"function(row, data, index) {\n var api = this.api();\n var rowCount = api.rows().count();\n if (index === rowCount - 1) {\n $(row).css('background-color', 'yellow');\n $(row).css('font-weight', 'bold');\n }\n}","columnDefs":[{"className":"dt-right","targets":[0,2,3,4,5]},{"name":"S_ID","targets":0},{"name":"Address","targets":1},{"name":"F_Traffic","targets":2},{"name":"N_Income","targets":3},{"name":"C_Stores","targets":4},{"name":"Sales","targets":5}],"order":[],"autoWidth":false,"orderClasses":false},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":["options.initComplete","options.rowCallback"],"jsHooks":[]}</script> ] --- # Steps of Forecasting 1. **Problem Definition** - Clearly define the forecasting objective. - Example: Forecasting ride demand during holidays for Uber. 2. **Gather Data** - Identify and collect relevant data. - Example: Historical ride data and local event information. 3. **Preliminary Explanatory Analysis** - Understand data characteristics and relationships. - Example: Analyzing trends and patterns in ride demand during holidays. 4. **Choosing and Fitting the Model** - Select and fit the appropriate forecasting model. - Example: Estimate multiple linear regression or time series forecasting. 5. **Evaluating the Model** - Assess the model's performance using historical data. - Example: Comparing model predictions with actual ride demand during past holidays. --- layout: false class: inverse, middle # Methods of Qualitative Forecasting --- <center> <img src=Delphi.jpg width="600"> </center> --- ### Delphi Method - A structured communication process to reach a consensus for complex, uncertain and long terms forecasting tasks 1. Select a group of experts 2. Invite them to the study. They are anonymous and don't talk to each other! 3. Ask them to answer a questionnaire 4. Get initial responses 5. Compile them into summary 6. Send them summary and get their feedback with refined answers 7. Reiterate until consensus is reached or no further improvement -- #### Example: Determining AI threats - What are the risks of AI developments? - Panel of experts from academia and industry - Computer scientists, engineers, CEOs of AI companies, ethic experts - Send them questionnaires asking about potential threats - Compile responses into summary and send them back - Get more rounds of responses until consensus - Identify the most probable risks --- ### Brainstorming - Creative technique for generating ideas. - Encourages free thinking and building on suggestions. - Appropriate for exploring possibilities. - Form a group (no need for experts) - State the problem - Encourage ideas, no matter how crazy - Build and combine each others' ideas - Document the ideas and synthesize them -- #### Example: Enhancing Employee Engagement - Tech company's HR department. - Representatives from HR, IT, and different departments. - Generate ideas for a mobile app to enhance employee engagement. - Write them down and implement the relevant ones --- ### Panel of Experts - Assemble knowledgeable individuals - At the same time and spot - They meet, offer insights and expertise, and discuss - Aid in well-informed decisions. - Sometimes ends up with a report with conculsions -- #### Example: Environmental Policy Formulation - Government agency want to find identify and address most pressing environmental issues - Environmental scientists, economists, conservationists, and policymakers. - Discuss policy options. - Create comprehensive environmental policies. --- ### Focus Groups - Gather diverse participant - not necessarily experts - Share perceptions, attitudes, and opinions. - Provide qualitative data and consumer insights. -- #### Example: Market Research for a New TV SHOW - Proposing a new TV Show and trying to see how well it will do - Participants from various demographics. - Understand consumers' preferences and perceptions about the TV show - Fine-tune the product and marketing strategy. --- ### Remainder of the course #### Quantatitve Forecasting 0. Ungraded quiz next week or week after -- 1. Review of Statistics *(Midterm 1: Tuesday September 17th: 14:30-16)* -- 2. Simple linear regression *(Midterm 2: Wednesday October 23rd: 14-16)* -- 3. Multiple linear regression -- 4. Time Series *(Final: December)* -- **Fundamental tools to:** - Make predictions, - Quantify uncertainty, - Intepret it and communicate it --- # Questions?